{"id":"W4412105809","doi":"10.2337/dbi25-0003","title":"High-Quality Weight Loss in Obesity: Importance of Skeletal Muscle","year":2025,"lang":"en","type":"review","venue":"Diabetes","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Institute of Nutrition, Metabolism and Diabetes; Canadian Institutes of Health Research","keywords":"Skeletal muscle; Weight loss; Endocrinology; Internal medicine; Medicine; Metabolic syndrome; Obesity; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001396075,0.0004379516,0.0004965054,0.0004682908,0.0002626154,0.001341235,0.0004201298,0.0009545126,0.002989742],"category_scores_gemma":[0.001565375,0.0001037816,0.0003632443,0.0005340304,0.001007048,0.001015496,0.0009216967,0.001725279,0.0008045412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006012345,"about_ca_system_score_gemma":0.0006371202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00126976,"about_ca_topic_score_gemma":0.001617319,"domain_scores_codex":[0.9991762,0.0002528534,0.00006299993,0.00009388932,0.0003417232,0.00007224176],"domain_scores_gemma":[0.9992894,0.0002352168,0.0001783559,0.00003334404,0.0001738237,0.00008989115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000464241,0.0002501009,0.01531327,0.003356967,0.0002340198,0.0004786334,0.000501203,0.0003257745,0.009488724,0.007367828,0.02582602,0.9363934],"study_design_scores_gemma":[0.0001781061,0.002468439,0.3972387,0.01230906,0.0006657981,0.0147426,0.002415676,0.001308517,0.009055898,0.03271122,0.5267088,0.0001972773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06681121,0.8256562,0.009344812,0.07241628,0.00497513,0.00009209892,0.0004006193,0.0001262609,0.02017743],"genre_scores_gemma":[0.2937341,0.6546145,0.01091948,0.01511732,0.01006458,0.000146875,0.0004695742,0.0001227676,0.01481082],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002989742,"threshold_uncertainty_score":0.01000166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04471512279704635,"score_gpt":0.383064347111366,"score_spread":0.3383492243143196,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}